Paper Citation Record · LEDGER

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks

As of 19 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2608.11532.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.11532 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:40:29.563608Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact2
verified fuzzy13
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1acd6d46-d3ae-437f-8140-c481db626f0f · outbound

This paper cites Noor-A-Rahim, Z.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Noor-A-Rahim, Z

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.924743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 87b3845d-8004-4fc7-a5aa-20dd0f0ac316 · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.914147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bcc7a83b-87f0-40dc-84d3-090a1a7221fd · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.904513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f12683d5-d387-4fa0-b5a3-91cc346cc3df · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.894795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 71e352b0-9113-449f-a9df-b23a815e6db1 · outbound

This paper cites AbdulRahman, H.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks AbdulRahman, H

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.884234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 79d83422-3bf3-4c86-8922-fcee56b30172 · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.872649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 53a0f56d-4176-4910-8e33-eccec5908913 · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.858929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d5a16295-9a46-4b3a-81b8-a5df5873d2be · outbound

This paper cites Federated Learning: Strategies for Improving Communication Efficiency.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Federated Learning: Strategies for Improving Communication Efficiency

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T00:40:29.491563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95d7a7ad-acaf-492d-879c-7e81b14863a6 · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.847114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3e88b95c-08fd-49d1-9375-c4303c8173c5 · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.835269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 15ed84a6-9b00-42e1-85fc-723cbfc85946 · outbound

This paper cites Zhang and B.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Zhang and B

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.823795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f5b6270d-c9fa-4bd5-801f-bec1b62623ca · outbound

This paper cites Gon c alves, J.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Gon c alves, J

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.813249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b70f2ded-4c87-4788-94e3-ef3f507c4cf5 · outbound

This paper cites Ahmed, U.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Ahmed, U

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.801840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9e018592-e9e5-44a6-8e99-3f5c29836de2 · outbound

This paper cites Hierarchical Federated Learning in Multi-hop Cluster-Based VANETs.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Hierarchical Federated Learning in Multi-hop Cluster-Based VANETs

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:40:29.619510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f11dd318-2432-4d47-8638-456587907ec6 · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.790620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c39f153d-3b04-4556-8f15-5847b03d1a0c · outbound

This paper cites Otoum, N.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Otoum, N

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.778644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aaaa4d4a-f806-4f3f-93f3-e43648faab22 · outbound

This paper cites EpiFormer: Learning Antigen-Antibody Interactions for Epitope Prediction via Geometric Deep Learning.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks EpiFormer: Learning Antigen-Antibody Interactions for Epitope Prediction via Geometric Deep Learning

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:40:29.601079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b07e0f8d-6770-4993-be50-d4d5dd678112 · outbound

This paper cites Zia, ``A survey of data-centric protocols for wireless sensor networks,'' Computer Science Systems Biology, OMICS Publishing Group, vol.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Zia, ``A survey of data-centric protocols for wireless sensor networks,'' Computer Science Systems Biology, OMICS Publishing Group, vol

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.765700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 435bf45d-13ba-48eb-8553-04f7c70bb548 · outbound

This paper cites Wang and Y.-S.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Wang and Y.-S

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.754280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7e52f61b-dce8-4ad1-99d0-69b4a2e55bee · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.742791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 21fcdd89-843a-496f-876f-de4e7967a33e · outbound

This paper cites Ahmed, N.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Ahmed, N

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.730519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a701d882-27e0-4fc1-90c6-c3b458e23b1b · outbound

This paper cites Temurnikar, P.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Temurnikar, P

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.719853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3f677883-06ad-48e5-ac91-62c6f3511ae9 · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.708641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b3989259-9e9b-4c27-a3de-24a4657ab758 · outbound

This paper cites Dai and Y.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Dai and Y

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.695628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1ae96b44-0aba-404a-a0e1-b2a4f79d705a · outbound

This paper cites Ahmed, S.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Ahmed, S

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.682747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0d9e2c91-17bc-4759-843a-370e8364c656 · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.670389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation efb8cd44-ba37-4c18-85ab-1dd16daf73c7 · outbound

This paper cites an unresolved cited work.

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:40:29.657700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8874fcba-41d9-429d-883f-bd134e7ba2f0 · outbound

This paper cites [Online].

Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks [Online]

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:40:29.644696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.